Data Intermediate Premium

Data Pipelines for AI Systems

Design and build the data infrastructure that feeds AI models — from ingestion and cleaning to transformation and storage.

AI is only as good as its data. This course teaches you to build robust data pipelines that collect, clean, transform, and store data for AI applications. Covers ETL patterns, data quality, schema design, and integration with ML training workflows.

Lessons (7)

Data Collection and Ingestion Patterns

25 min

Data Cleaning and Validation

25 min

Transformation and Feature Engineering

30 min

Storage Solutions for AI Data

20 min

Orchestration with Airflow and Prefect

35 min

Data Quality Monitoring

25 min
180 minutes total
7 lessons
Sign In to Enroll All courses